Machine learning for electronically excited states of molecules
J Westermayr, P Marquetand - Chemical Reviews, 2020 - ACS Publications
Electronically excited states of molecules are at the heart of photochemistry, photophysics,
as well as photobiology and also play a role in material science. Their theoretical description …
as well as photobiology and also play a role in material science. Their theoretical description …
Recent advances and perspectives on nonadiabatic mixed quantum–classical dynamics
R Crespo-Otero, M Barbatti - Chemical reviews, 2018 - ACS Publications
Nonadiabatic mixed quantum–classical (NA-MQC) dynamics methods form a class of
computational theoretical approaches in quantum chemistry tailored to investigate the time …
computational theoretical approaches in quantum chemistry tailored to investigate the time …
Molecular excited states through a machine learning lens
PO Dral, M Barbatti - Nature Reviews Chemistry, 2021 - nature.com
Theoretical simulations of electronic excitations and associated processes in molecules are
indispensable for fundamental research and technological innovations. However, such …
indispensable for fundamental research and technological innovations. However, such …
Molecular-scale electronics: from concept to function
Creating functional electrical circuits using individual or ensemble molecules, often termed
as “molecular-scale electronics”, not only meets the increasing technical demands of the …
as “molecular-scale electronics”, not only meets the increasing technical demands of the …
Combustion chemistry in the twenty-first century: Developing theory-informed chemical kinetics models
Over the last 20 to 25 years theoretical chemistry (particularly theoretical chemical kinetics)
has played an increasingly important role in developing chemical kinetics models for …
has played an increasingly important role in developing chemical kinetics models for …
Ultrafast elementary photochemical processes of organic molecules in liquid solution
T Kumpulainen, B Lang, A Rosspeintner… - Chemical …, 2017 - ACS Publications
Ultrafast photochemical reactions in liquids occur on similar or shorter time scales compared
to the equilibration of the optically populated excited state. This equilibration involves the …
to the equilibration of the optically populated excited state. This equilibration involves the …
A general method to describe intersystem crossing dynamics in trajectory surface hopping
S Mai, P Marquetand, L González - International Journal of …, 2015 - Wiley Online Library
Intersystem crossing is a radiationless process that can take place in a molecule irradiated
by UV‐Vis light, thereby playing an important role in many environmental, biological and …
by UV‐Vis light, thereby playing an important role in many environmental, biological and …
Multireference electron correlation methods: Journeys along potential energy surfaces
JW Park, R Al-Saadon, MK MacLeod… - Chemical …, 2020 - ACS Publications
Multireference electron correlation methods describe static and dynamical electron
correlation in a balanced way and, therefore, can yield accurate and predictive results even …
correlation in a balanced way and, therefore, can yield accurate and predictive results even …
Inclusion of machine learning kernel ridge regression potential energy surfaces in on-the-fly nonadiabatic molecular dynamics simulation
We discuss a theoretical approach that employs machine learning potential energy surfaces
(ML-PESs) in the nonadiabatic dynamics simulation of polyatomic systems by taking 6 …
(ML-PESs) in the nonadiabatic dynamics simulation of polyatomic systems by taking 6 …
An overview of nonadiabatic dynamics simulations methods, with focus on the direct approach versus the fitting of potential energy surfaces
M Persico, G Granucci - Theoretical Chemistry Accounts, 2014 - Springer
We review state-of-the-art nonadiabatic molecular dynamics methods, with focus on the
comparison of two general strategies: the “direct” one, in which the potential energy surfaces …
comparison of two general strategies: the “direct” one, in which the potential energy surfaces …